Staff Machine Learning Research Scientist
Company: d-Matrix
Location: San Diego
Posted on: October 16, 2024
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Job Description:
d-Matrix has fundamentally changed the physics of memory-compute
integration with our digital in-memory compute (DIMC) engine. The
"holy grail" of AI compute has been to break through the memory
wall to minimize data movements. We've achieved this with a
first-of-its-kind DIMC engine. Having secured over $154M, $110M in
our Series B offering, d-Matrix is poised to advance Large Language
Models to scale Generative inference acceleration with our chiplets
and In-Memory compute approach. We are on track to deliver our
first commercial product in 2024. We are poised to meet the energy
and performance demands of these Large Language Models.The company
has 100+ employees across Silicon Valley, Sydney and Bengaluru. Our
pedigree comes from companies like Microsoft, Broadcom, Inphi,
Intel, Texas Instruments, Lucent, MIPS and Wave Computing. Our past
successes include building chips for all the cloud hyperscalers
globally - Amazon, Facebook, Google, Microsoft, Alibaba, Tencent
along with enterprise and mobile operators like China Mobile,
Cisco, Nokia, Ciena, Reliance Jio, Verizon, AT&AT. We are
recognized leaders in the mixed signal, DSP connectivity space, now
applying our skills to next generation AI.Location:Hybrid, working
onsite at our Santa Clara, CA headquarters or San Diego, CA
Location 3 days per week.What You Will Do:The Machine Learning Team
is responsible for the R&D of core algorithm-hardware co-design
capabilities in d-Matrix's end-to-end solution. You will be joining
a team of exceptional people enthusiastic about researching and
developing state-of-the-art efficient deep learning techniques
tailored for d-Matrix's AI compute engine. You will also have the
opportunity of collaboration with top academic labs and help
customers to optimize and deploy workloads for real-world AI
applications on our systems.--- Design, implement and evaluate
efficient deep neural network architectures and algorithms for
d-Matrix's AI compute engine.--- Engage and collaborate with
internal and external ML researchers to meet R&D goals.---
Engage and collaborate with SW team to meet stack development
milestones.--- Conduct research to guide hardware design.---
Develop and maintain tools for high-level simulation and
research.--- Port customer workloads, optimize them for deployment,
generate reference implementations and evaluate performance.---
Report and present progress timely and effectively.--- Contribute
to publications of papers and intellectual properties.What You Will
Bring:--- Master's degree in Computer Science, Electrical and
Computer Engineering, or a related technical discipline with 3+
years of industry experience, PhD preferred with 1+ year of
industry experience.--- High proficiency with major deep learning
frameworks: PyTorch is a must.--- High proficiency in algorithm
analysis, data structure, and Python programming is a
must.Desired:--- Proficiency with C/C++ programming is
preferred.--- Proficiency with GPU CUDA programming is
preferred.--- Deep, wide and current knowledge in machine learning
and modern deep learning is preferred --- Experience in real-world
data science projects in an industry setting is preferred.---
Experience with efficient deep learning is preferred: quantization,
sparsity, distillation.--- Experience with specialized HW
accelerator systems for deep neural network is preferred.---
Passionate about AI and thriving in a fast-paced and dynamic
startup culture.#LI-DL1Equal Opportunity Employment Policyd-Matrix
is proud to be an equal opportunity workplace and affirmative
action employer. We're committed to fostering an inclusive
environment where everyone feels welcomed and empowered to do their
best work. We hire the best talent for our teams, regardless of
race, religion, color, age, disability, sex, gender identity,
sexual orientation, ancestry, genetic information, marital status,
national origin, political affiliation, or veteran status. Our
focus is on hiring teammates with humble expertise, kindness,
dedication and a willingness to embrace challenges and learn
together every day.d-Matrix does not accept resumes or candidate
submissions from external agencies. We appreciate the interest and
effort of recruitment firms, but we kindly request that individual
interested in opportunities with d-Matrix apply directly through
our official channels. This approach allows us to streamline our
hiring processes and maintain a consistent and fair evaluation of
al applicants. Thank you for your understanding and
cooperation.
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Keywords: d-Matrix, El Centro , Staff Machine Learning Research Scientist, Other , San Diego, California
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